ux for uncertainty

A classic AI product sense prompt. The trap is a chat box bolted onto a grid. The strong answer picks a user, runs every job through an AI-fit test, and treats a silently wrong number as the main risk.

The central AI UX question. The interviewer wants patterns that make errors cheap to spot and cheap to fix, sized to what an error costs.

A deceptively simple design question. Numbers feel transparent, but most users cannot act on them, and the numbers are often less meaningful than they look.